Identifying Individual Cell Types in Heterogeneous Cultures Using Secondary Ion Mass Spectrometry Imaging with C60 Etching and Multivariate Analysis

被引:38
作者
Barnes, Christopher A. [1 ,2 ]
Brison, Jeremy [1 ]
Robinson, Michael [2 ]
Graham, Daniel J. [1 ]
Castner, David G. [1 ,2 ]
Ratner, Buddy D. [1 ,2 ]
机构
[1] Univ Washington, Dept Bioengn, Seattle, WA 98195 USA
[2] Univ Washington, Dept Chem Engn, Seattle, WA 98195 USA
基金
美国国家卫生研究院;
关键词
ADSORBED PROTEIN FILMS; TOF-SIMS; TISSUE; SAMPLES; BUCKMINSTERFULLERENE; CLASSIFICATION; BIOMATERIALS; CHOLESTEROL; CHALLENGES; TREHALOSE;
D O I
10.1021/ac201179t
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Tissue engineering approaches fabricate and subsequently, implant cell-seeded and unseeded scaffold biomaterials. Once in the body, these biomaterials are repopulated with somatic cells of various phenotypes whose identification upon explantation can be expensive and time-consuming. We show that imaging time-of-flight secondary ion mass spectrometry (TOF-SIMS) can be used to distinguish mammalian cell types in heterogeneous cultures. Primary rat esophageal epithelial cells (REEC) were cultured with NIH 3T3 mouse fibroblasts on tissue culture polystyrene and freeze-dried before TOF-SIMS imaging. Results show that a short etching sequence with C-60(+) can be used to clean the sample surface and improve the TOF-SIMS image quality. Principal component analysis (PCA) and partial least-squares discriminant analysis (PLS-DA) were used to identify peaks whose contributions to the total variance in the multivariate model Were due to either the two cell types or the substrate. Using PLS-DA, unknown regions of cellularity that were otherwise unidentifiable by SIMS could be classified. From the loadings in the PLS-DA model, peaks were selected that were indicative of the two cell types and TOF-SIMS images were created and overlaid that showed the ability of this method to distinguish features visually..
引用
收藏
页码:893 / 900
页数:8
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